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116,211 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

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"A server for monitoring browser console, network, and app logs" matching MCP servers:

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  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables terminal and MCP clients to manage Google Play, App Store Connect, and AdMob through official APIs, including listings, releases, reviews, vitals, sales, and reports, with dry-run safety by default.
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    A CDP-native MCP server that lets AI agents drive a real Chrome browser with deep network/console inspection, robust page interaction, and the ability to reverse-engineer a site's API flow into runnable code with dependency chaining and replay verification.
    52
    15 npm
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for tailing Re.Pack/Rspack dev server logs. Enables AI assistants to query build logs, find errors, and monitor compilation status.
    5
    8 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables LLMs to explore and analyze UK Government BEIS inspect_ai evaluation logs directly from tools like Claude Code and Cursor. It provides capabilities to list logs, view evaluation summaries, and inspect conversation histories for specific samples.
    6
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Connects AI agents to live observability stacks including Sentry, GitHub, Vercel, Better Stack, and Cloudflare, enabling end-to-end incident investigation, deployment correlation, root cause analysis, and regression triage.
    14
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A minimal browser debugging MCP server that monitors Chrome Console logs and executes JavaScript. 97% lighter than full DevTools alternatives, providing just 4 essential tools for efficient debugging without consuming excessive context tokens.
    4
    5 npm
    1
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Multi-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)
    24
    3,790 npm
    80
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Lets MCP agents drive VS Code's integrated browser tab that the user shares with them: opening pages, taking accessibility snapshots and screenshots, clicking, typing, scrolling, dragging and reading console and network activity with real trusted input. It also maps a picked element back to the source file, line and column that rendered it, so an agent receives the same selection the developer clicked.
    4
    25
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Captures browser console messages (log, warn, error, etc.) and makes them available to AI language models like Claude Code and Gemini CLI for seamless debugging and development.
    4
    20 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables a live two-way bridge between a running web app and Figma, letting users push app screens into Figma as auto-layout frames and sync edits in both directions—Figma changes update the source code, and code changes update the Figma frames.
    12
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables comprehensive web frontend debugging and analysis through DOM inspection, JavaScript execution, network monitoring, console log capture, and automated browser interactions. Supports complete web development workflows including testing, data extraction, and performance analysis.
    15
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables monitoring and analysis of local application log files with real-time tailing, error tracking, and search capabilities. Perfect for debugging Node.js applications, web servers, or any application that writes to log files through natural language commands.
    6
    5
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables managing a Google Play Console app directly from an MCP client: inspecting and shipping releases and staged rollouts, uploading bundles and deobfuscation files, reading Android vitals and anomalies against Google's thresholds, handling reviews and replies, editing store listings and images, managing testers, and checking Digital Asset Links for Trusted Web Activities. Writes are enabled but guarded with dry runs, validate-only edits, and explicit production confirmation.
    41
    1
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Enables policy-gated control of Hyper-V virtual machines on Windows through a single local stdio server, covering VM inventory, power, checkpointing, PowerShell Direct guest diagnostics and file transfer, synthetic keyboard/mouse console input, serial consoles, ISO media mounting, and serial WinDbg preparation. Every mutation requires an explicit VM allowlist and per-capability flag, with read-only operation as the default.
    44
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Lets Claude Code see and drive a real Zen or Firefox browser session: listing and switching tabs, navigating, clicking, typing, scrolling, filling forms, taking screenshots, reading page content, and inspecting console and network logs. Actions target tabs the user is already signed in to, with an in-page stop control and activity popup for oversight.
    15
    1
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables AI agents to manage Google Play store listings, icons, feature graphics, screenshots, app bundle releases, and user reviews, staging every change in a Play edit that stays unpublished until it is explicitly committed. Safety guards such as a production lock, package allowlist, asset-root restriction, and untrusted-review marking keep an agent's edits reviewable before they go live.
    17
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Bridges browser content, developer tools data, and web page interactions with Claude through MCP. Enables page inspection, DOM analysis, JavaScript execution, console monitoring, network activity tracking, and screenshot capture across multiple browser tabs.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that captures browser console logs and network requests via the Chrome DevTools Protocol. It allows users to monitor real-time logs, inspect network traffic, and execute JavaScript code directly in the browser context.
    1
    MIT